{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "245904a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ## Load the data of eta(h) at 0.90Tc\n",
    "\n",
    "# import scipy.io\n",
    "# import numpy as np\n",
    "# import matplotlib.pyplot as plt\n",
    "\n",
    "# # Initialize lists to store x and diode efficiency values\n",
    "# x_values = []\n",
    "# diode_efficiencies = []\n",
    "\n",
    "# for x in range(-14,15):  # x from 0 to 10\n",
    "#     # Construct the filename\n",
    "#     filename = f'h{x}.0_T.900.mat'\n",
    "    \n",
    "#     try:\n",
    "#         # Load the .mat file\n",
    "#         mat_data = scipy.io.loadmat(filename)\n",
    "        \n",
    "#         # Extract 'diodeefficiency' (assuming it's a scalar)\n",
    "#         efficiency = mat_data['diodeefficiency'].item()  # .item() extracts scalar from numpy array\n",
    "        \n",
    "#         # Append to lists\n",
    "#         x_values.append(x)\n",
    "#         diode_efficiencies.append(efficiency)\n",
    "#     except FileNotFoundError:\n",
    "#         print(f\"File {filename} not found. Skipping...\")\n",
    "#     except KeyError:\n",
    "#         print(f\"'diodeefficiency' not found in {filename}.\")\n",
    "\n",
    "# # Convert lists to numpy arrays for plotting (optional)\n",
    "# x_values = np.array(x_values)\n",
    "# diode_efficiencies = np.array(diode_efficiencies)\n",
    "\n",
    "# # Plot\n",
    "# plt.plot(x_values, diode_efficiencies, '-o', label='Diode Efficiency')\n",
    "# plt.xlabel('h')\n",
    "# plt.ylabel(r'Diode Efficiency $\\eta$')\n",
    "# plt.title('Diode Efficiency vs h')\n",
    "# # plt.grid(True)\n",
    "# plt.legend()\n",
    "# plt.show()\n",
    "# print(diode_efficiencies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1c61cf16",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ## Load the data of eta(h) at 0.90Tc\n",
    "\n",
    "# import scipy.io\n",
    "# import numpy as np\n",
    "# import matplotlib.pyplot as plt\n",
    "\n",
    "# # Initialize lists to store x and diode efficiency values\n",
    "# x_values = []\n",
    "# diode_efficiencies = []\n",
    "\n",
    "# for x in range(900, 1000, 5):  # from 0.900 to 0.995\n",
    "#     # Construct the filename\n",
    "#     filename = f'h3.0_T.{x}.mat'\n",
    "    \n",
    "#     try:\n",
    "#         # Load the .mat file\n",
    "#         mat_data = scipy.io.loadmat(filename)\n",
    "        \n",
    "#         # Extract 'diodeefficiency' (assuming it's a scalar)\n",
    "#         efficiency = mat_data['diodeefficiency'].item()  # .item() extracts scalar from numpy array\n",
    "        \n",
    "#         # Append to lists\n",
    "#         x_values.append(x)\n",
    "#         diode_efficiencies.append(efficiency)\n",
    "#     except FileNotFoundError:\n",
    "#         print(f\"File {filename} not found. Skipping...\")\n",
    "#     except KeyError:\n",
    "#         print(f\"'diodeefficiency' not found in {filename}.\")\n",
    "\n",
    "# # Convert lists to numpy arrays for plotting (optional)\n",
    "# x_values = 0.001 * np.array(x_values)\n",
    "# diode_efficiencies = np.array(diode_efficiencies)\n",
    "\n",
    "# # Plot\n",
    "# plt.figure(figsize=(10, 8))\n",
    "# plt.plot(x_values, diode_efficiencies, '-o', label='Diode Efficiency', markersize=6)\n",
    "# plt.xlabel('T/Tc', fontsize=20)\n",
    "# plt.ylabel(r'Diode Efficiency $\\eta$', fontsize=20)\n",
    "# # plt.title('Diode Efficiency vs $T$',fontsize=20)\n",
    "# # plt.grid(True)\n",
    "# # plt.legend()\n",
    "# plt.show()\n",
    "# print(diode_efficiencies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "29e5ecd6-a7b5-460f-9a0c-c8013a1d6a47",
   "metadata": {},
   "outputs": [],
   "source": [
    "import scipy.io\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['text.usetex'] = True\n",
    "plt.rcParams['font.family'] = 'serif'\n",
    "plt.rcParams['font.serif'] = 'Canela'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "17b70777",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Diode Efficiencies:\n",
      "[ 9.33786471e-05  1.73766402e-03  3.41543167e-03  5.10549656e-03\n",
      "  6.93418176e-03  8.43854626e-03  9.93837561e-03  1.14188009e-02\n",
      "  1.28717227e-02  1.45220545e-02  1.55217466e-02  1.65090036e-02\n",
      "  1.72773127e-02  1.82896136e-02  1.84114503e-02  1.83939837e-02\n",
      "  1.82512786e-02  1.77027026e-02  1.68050977e-02  1.57738903e-02\n",
      "  1.39329265e-02  1.19769998e-02  9.43774237e-03  6.64565125e-03\n",
      "  3.77216495e-03  4.98249987e-04 -2.67618511e-03 -5.87900382e-03\n",
      " -8.94442211e-03 -1.17437610e-02 -1.42301537e-02 -1.62802201e-02\n",
      " -1.77240364e-02 -1.86955426e-02 -1.89928451e-02 -1.87219832e-02\n",
      " -1.78857946e-02 -1.64778781e-02 -1.46888414e-02 -1.25111875e-02\n",
      " -1.00694095e-02 -7.51497274e-03 -5.01592824e-03 -2.60221606e-03\n",
      " -4.49169817e-04  1.31374202e-03  2.58270157e-03  3.39117908e-03\n",
      "  3.62951944e-03  3.38150312e-03  2.63672624e-03  1.47108443e-03\n",
      "  8.88156711e-05 -1.51474979e-03 -3.04098613e-03 -4.49153313e-03\n",
      " -5.70354036e-03 -6.52927899e-03 -6.95618062e-03 -6.89934333e-03\n",
      " -6.32950698e-03 -5.21164801e-03 -3.75825361e-03 -1.94130999e-03\n",
      " -3.50673549e-05  1.94527414e-03  3.86323723e-03  5.54934293e-03\n",
      "  6.88730519e-03  7.65283754e-03  7.89837563e-03  7.67525913e-03\n",
      "  6.79962757e-03  5.48130811e-03  3.83975525e-03  2.05828074e-03\n",
      "  2.48384778e-04 -1.37944251e-03 -2.65862011e-03 -3.56397492e-03\n",
      " -4.09379831e-03 -4.13635173e-03 -3.78787188e-03 -3.15586470e-03\n",
      " -2.36605058e-03 -1.46013400e-03 -4.82902939e-04  3.94962688e-04\n",
      "  1.16186797e-03  1.71236094e-03  2.07907618e-03  2.22390581e-03\n",
      "  2.01673632e-03  1.50827439e-03  6.90662954e-04 -3.77170564e-04\n",
      " -1.57830136e-03 -2.83121335e-03 -4.02356922e-03 -4.99764028e-03\n",
      " -5.62844606e-03]\n"
     ]
    }
   ],
   "source": [
    "## Load the data of eta(h) at 0.90Tc (detail)\n",
    "\n",
    "# import scipy.io\n",
    "# import numpy as np\n",
    "# import matplotlib.pyplot as plt\n",
    "\n",
    "# Initialize lists to store x and diode efficiency values\n",
    "x_values = []\n",
    "diode_efficiencies = []\n",
    "\n",
    "# Define the range of x (floating-point steps)\n",
    "x_start = 0.0\n",
    "x_end = 20.0  # Adjust as needed\n",
    "# x_step = 0.1\n",
    "x_step = 0.2  # Increment by 0.2\n",
    "\n",
    "# Generate x values (0.0, 0.2, 0.4, ..., 4.0)\n",
    "x_range = np.arange(x_start, x_end + x_step, x_step)  # +x_step to include x_end\n",
    "\n",
    "for x in x_range:\n",
    "    # Construct filename (e.g., \"h0.0_T.90.mat\", \"h0.2_T.90.mat\", ...)\n",
    "    filename = f\"h{x:.1f}_T.900.mat\"  # :.1f ensures 1 decimal place\n",
    "    \n",
    "    try:\n",
    "        # Load the .mat file\n",
    "        mat_data = scipy.io.loadmat(filename)\n",
    "        \n",
    "        # Extract 'diodeefficiency' (assuming it's a scalar or 1x1 array)\n",
    "        efficiency = mat_data['diodeefficiency'].item()  # .item() extracts scalar\n",
    "        \n",
    "        # Append to lists\n",
    "        x_values.append(x)\n",
    "        diode_efficiencies.append(efficiency)\n",
    "    except FileNotFoundError:\n",
    "        print(f\"File {filename} not found. Skipping...\")\n",
    "    except KeyError:\n",
    "        print(f\"'diodeefficiency' not found in {filename}.\")\n",
    "\n",
    "# Convert to numpy arrays (optional)\n",
    "x_values = np.array(x_values)\n",
    "diode_efficiencies = np.array(diode_efficiencies)\n",
    "\n",
    "# Plot\n",
    "# plt.scatter(x_values, diode_efficiencies, label='Diode Efficiency')\n",
    "plt.plot(x_values, diode_efficiencies, '-o', label='Diode Efficiency')\n",
    "plt.xlabel('h')\n",
    "plt.ylabel(r'Diode Efficiency $\\eta$')\n",
    "plt.title('Diode Efficiency vs h')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "# Print the efficiencies (optional)\n",
    "print(\"Diode Efficiencies:\")\n",
    "print(diode_efficiencies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b7af8b1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjgAAAHBCAYAAABkAMG6AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAULZJREFUeJzt3XtUW+eZNvxLgMFH2AjbsR3jwPYhJ7uJhTTuwdNDEGkzTSatDebtl06ns2ogXztpGs8EQttJx51OsWim/TqZaSLsHlY7aQuSnTdN2jRBJNPUSerICCd24sS2NsRHjI3YiIMRBvT9Ie8dBEJIQujE9Vsra6Gtrc2zETJ3nue+70fj9Xq9ICIiIkohafEeABEREVG0McAhIiKilMMAh4iIiFIOAxwiIiJKOQxwiIiIKOUwwCEiIqKUwwCHiIiIUg4DHCIiIko5DHCIiCZwOBwoKSlBUVFRvIdCRBHSsJMxESWi+vp6CIIAAJBlGdXV1TH9/jabDVVVVXA6nTH9vkQUHZzBIaKEU19fDwCorKxEZWUldDodqqqqYjoGrVYb0+9HRNHFGRwiSji5ublob29XZ3AAQKPRIJb/XDkcDpSVlXEGhyhJZcR7AEQ09ygzNIIgQKvVQhRFuFwuGI1GSJIEWZb9ghuFzWaD0WicdNxqtaKurg6SJMFisajXKSkpgSiKMJvNEEURDQ0NEEURsixDkiQIgoDKysqgY3U4HJAkCZIkobu7GyaTKSo/AyKaXQxwiCimlKUms9kMAJAkCWVlZWrgIElSwNcJggBZlgM+V1paCkEQUFVVpQZAoiiiqqpKzd2xWq0AoD4vSRJsNlvQsbpcLrhcLpSWlgIA1q5di/Lycuh0ulBvl4jihDk4RBQzsiyjoaHBbxZEmVGZjlarhcvlmvJ5o9EIl8sFh8OhHps4C2SxWNTvJYoi9Hr9tOMdP2MkiuKUARgRJRYGOEQUMzabDYIgTAo8Ai1HTRQsuFFUVlaqM0M2mw07duxQn1NmYXJzc1FUVIT6+vppZ2JEUZw0zlDGQUTxxwCHiBLKxKBCIcvylM8pqqqq0NTUBABqjs14zc3NaG1tRXl5Ocxms5oLRESphwEOEcWMTqeDLMtBl6REUYQgCAGXggIlGE98rVarhdVqnVTm3dDQoI6huroara2taGxsDP8miCgpMMAhopgRRRGVlZVqsAFArVAar7a21i8B2Gq1TlvtpKiqqkJFRcWkYEjJ/5k4nnCEkitERImBVVREFFNmsxk1NTVqyTYwOdCorq5GfX29Wvlkt9vV3JrpVFZWwul0Tpnno1xTkiTs3bs34DUcDodadl5fX6+O5/Dhw3C5XNBqtWpODxElJjb6I6K4KyoqgslkmnYJiogoVFyiIiIiopTDAIeIiIhSDgMcIoqr+vp6OBwOmEymaTsLExGFijk4RERElHI4g0NEREQphwEOERERpRwGOERERJRy5mSjv7GxMZw/fx5LliyBRqOJ93CIiIgoBF6vF319fVi1ahXS0oLP0czJAOf8+fPIz8+P9zCIiIgoAmfOnMHq1auDnjMnA5wlS5YA8P2AsrOz4zwaIiIiCoXb7UZ+fr76dzyYORngKMtS2dnZDHCIiIiSTCjpJUwyJiIiopTDAIeIiIhSzpxcogrV6Ogorl69Gu9hEMXMvHnzkJ6eHu9hEBHNGAOcALxeLzo7OyHLcryHQhRzgiBgxYoVbKFAREktLgGOJEmwWq0QRRGSJKGyshKCIAQ8V9l8T5Zl2O12lJeXQ6fTAQAcDgcAQKfTQZIkyLKsPjcTSnCzfPlyLFy4kP/Q05zg9XoxODiIrq4uAMDKlSvjPCIiosjFJcApKytDa2srAF+wU1FRAYvFMuW5LS0tMBqNcLlcKCsrg9PpBACYzWY0NDQAAIxG45TXCMfo6Kga3OTl5c34ekTJZMGCBQCArq4uLF++nMtVRJS0Yh7gSJLk91gURXWWJhCLxeI3KzN+pqeoqAg9PT2Tjs+EknOzcOHCqFyPKNkov/tXr15lgENESSvmVVQ2mw1ardbvmFarVZebJjIajerXFosFVVVVfs8LghC14GY8LkvRXMXffSJKBTGfwZkqcdflck35GofDgcbGRpSUlKCystLvWlarFQBgt9tRVVUFURQnvd7j8cDj8aiP3W53hKNPDg0NDXA6nVi7di20Wi0EQYAkSTAajQF/PjP5PjU1NWhpaYlK7hMREVG0JEwfnGAVSzqdDrW1tXA6nWpAAwCVlZUoLS1FaWkpysvLUVJSEvD1dXV1yMnJUf9L5X2olJ+ByWRSfz5arXbSzFc0VFZWQq/XR/26oZpLVW5z6V6JKPl1uYfwo+YT6HIPxW0MMQ9wBEGYNFvjcrmmXWYSBAFlZWUoKytT/7Efn8+jVGRNzPEBgNraWvT29qr/nTlzZsb3EapYvsn19fUA4DfLBfgCxInHkp0kSWhqaor3MGJiLt0rEaWGrj4PftxyEl19nulPniUxD3DG59SMF2gmwGazITc3V32sLK9IkgSHw4Hi4uJJr5mY3wMAWVlZ6r5Tsd5/KpZvcl1d3ZQzNWVlZbP+/WPJZDLFewgxM5fulYhSg9frjfcQYp+DMzEHRJIk6PV6dQbH4XBAEASIogitVusXECnP6XQ6yLLs9w+/zWZDaWnprCQce71eXLk6GtFrh669bujqKAaHR8J67YJ56SEnfCp9gKbKsZn4c7TZbOqsV2lpqVrNVlNTo+YySZKE5uZmv/J7JR/KYDAAmJw7ZbPZ4HA4IIoi7HY7TCbTtNeVZRlNTU0QRVHtd2QymWC1WtX8IafTqb7fNpsNhw8fVr+3klsU6HtPNNVYTCYTZFmGzWaD0+mE2WyO+OcV7Frh/nwC3askSaipqUF5eTmqq6thtVpRU1MDs9kMo9EY0biIiCLV5R7CU4dO49O3XofRMS8cp2Xs+7NvNeXYuV71vOVLsrA8e37MxhWXPjgWiwU1NTUwGAyw2+1+f0Dr6upgMBhQXV0NnU6H8vJytddNc3Oz2j9HEATo9XrU19dDEAQ4nc6o9MEJ5MrVUdzy6Aszukbpk6+H/Zp3vvtpLMyM7luk/HFsbm5WjxUVFam9hoxGo1/wYbFY4HA41KByfB8iwPd+Tby28h65XC7U19ejuro66HUbGhqg0+nUIEz5Y658L6PRiKqqKlitVpSWlqrjXLt2rbr0Fux7jzfVPVqtVvV3bu3atZBlWQ2uwv15TXetcH4+ge5VFEWUl5er4yktLUVjY2PE90hENBPKSsVbZ2W8/N4lv+ceOXBU/frB4vV4qGRDzMYVlwBHFEX1/65LS0v9npsYpIx/PlBuCat3fMYv3wX6mUiSBK1WC7PZPOl5URTR1NSEyspK5OXl+TU4HJ8z1dTUNOm145cEzWYztFqtX18ju90OAEGvW1paiqKiIvUPt/I+9/T0qIGBy+UKmF8VyveeKNBYxs98KWMTBCGin1ewa0Xy84lEOOMiIgqHMmNz35Y1WJ49H0evzdIowc28dA22FObh4KnL2LNtEzZenwPAN4MTS9yLKgQL5qXjne9+OuTzL/V5cOlazs07F9x49Jm38d17b8UtK325P8uWZGFZCG/0gnnhNVmrrq6G2WyeFDQCvmWWQMejbfxMDDA5KA1Eq9Wip6dHXf4qKytDc3Mz6urqkJeXpy4JTUVJOo/keyui+Yc+2LVmMkYAM5p1YTBDRNGgzNiMjHnxp/e6cOy8r/VKukaDv9m0AqX61dAAOHjqMjZen6MGOLGWMGXiiUyj0WBhZkbI/92Qtwj6Ai30BVro1viSpHVrctVjN+QtCuk64TZcU2bFlCU9xfgS4/Ly8kmdox0OB3bs2DHt9Y1G46SGjONnVQJdO1iXakVdXZ0682QymSAIgpqrUl1drebmTHU9m80W8fdWTFWGHcnPK5xrhTPG8ecLgoDu7m6/49OVkrPUnIjCFagS+K2zvhmb/375lBrcAMCo14tn37qAv/+ZHc8f7Yz5WCfiDE6KaW5uRn19PWpqatRGf8AHS31KEFFfX68mulosFgiCoM6gAB8kszocDpjNZoiiCFEU1fypkpISdTahrq4OJpNJvbaSX6VcZ7rr5uXlqR2uXS4XysvL1cRz5Q96WVmZej4AVFVVwWQyoaGhQU0yDvS9J5pqLMrPxmazQZIkmEwmv3sK5+c13bXC/flMvFcA2LFjB2pqatSfj9FoVJfTZFkOa1yc2SGiqSizNbo1Av54rBON9jN4+4IvqEkD8JF1eVi/fAl+8VqH33JUmgZYnj0/5stS42m8iVDLFWNutxs5OTno7e2dVDI+NDSE9vZ2FBYWYv78mWd7T1yrJEp00f4MEFHymJRfc1bGPf/1KrSL5sE1cDXoa597YOusL0cF+/s9EWdwZtny7PkxzRonIiKKlDJjc0PeQnT2DuFXf3kfAOAauIqMNOAja5fi9nwBj790Sp2xOdXVj280HonvwANggENERDQHBVphGB719W7b1fTmpPNHxoA/n7yM1cICAFATiJcvycKDxevjuhwVCAMcIiKiOUiZrSm6IRfS5QG8cKwTVsdZ9fkFmenYtCobb3T0+OXXuAY8+I39gy2PEnWlggEOERHRHDBVTui///4dvHexf9L5V4ZH8UZHDwD4lXt3uYcScsZmIgY4REREc4AyY1O4dBFGxsbwq9d9+TVKcLMiOwv6G3Lx3NHOoPk1iTpjMxEDnCnMweIyIgD83SdKBYFma0ZGxwBgyoTgTrcHS+bPA5D4+TWhYIAzwbx5vjd3cHAQCxYsiPNoiGJvcHAQwAefBSJKPuPza453uvHCsYt47q3z6vPpGmD9dUvwbmdfUubXhIIBzgTp6ekQBAFdXV0AgIULF4bdUZgoGXm9XgwODqKrqwuCICA9PbytQogofibO2Cgzsd96+ijO9FyZdP6oF3i3sw9AcubXhIIBTgArVqwAADXIIZpLBEFQPwNElHgCLT8pMzZLF2VCujyAZ6/N1ijBTUHeQnxotYDfvXk+JfJrQsEAJwCNRoOVK1di+fLluHo1eOdGolQyb948ztwQJTglmCm55Tosz56P0TEv7B0uAMC//O7tgK/p6B7ER8Q8AKmRXxMKBjhBpKen8x97IiKKq6nKu986K+NnB9vx8ntd6Bn84H/G12gXYN2yxXjpvUspm18TCgY4RERECWx8ebd20TxYDvua8X3z6WMBzz/tuoLTLt/SVKrm14SCAQ4REVGCCDRb0+8ZATB1eTcAfOrGZXh53IxNqufXhIIBDhERUZxMDGiU2ZpbV2bjRFcfDp68DPv7PX6vuW5JFi72efDtz96MD1/Lq3ENePDye5fmTH5NKBjgEBERxcn4hOHF8zPw55OXAQD3P9WKsSl6bl7s8wAAPizmqctPx871+p0z12ZrAmGAQ0REFAOBlp+uDPt27/7m00fxbqcbwyO+qGbMC+QtzoQuX8CavEX46cH24MtPnLGZhAEOERHRLJhq+emmlUtw6mI/XnNehv3aZpZvne2d9Pru/mE0H+/CFwz5AIKXd3PGZjIGOERERLNg/PJT1rx02I5fBAB89X8cmG7Ht7lc3h0tDHCIiIhmKFj108OWIzjZ1Y8R316X8AJYvjgTt60RsEa7ED892DFp+Wkul3dHCwMcIiKiMATbKuHWldl472IfXjl5CY5r1U/HO/snX6N/GM3vTF5+CoQzNpFhgENERBSGiVsleEZG8dqpbgDBq58UQZefmCwcNQxwiIiIgphqq4RD7d34yf+ewisnL6N/yLccNeYFli7OhG6NgIK8RWj48+Tqp2DLT5ytiR4GOEREREFM3CrhqUOnAQD/9tzxgOdf7h/Gi1x+ijsGOERERNcEmq0ZGfVlBwfbKuGOm5bhpXen2dySy08xxQCHiIjoGmW2puiGXJy42IcX37mIZ46c8ztnRXYWOt0e/Ovf3gr9DbkAfMHMS+9e4vJTAmGAQ0REc9ZU+TWPPnMMHd2DAV/T6fZtlaC/IXfKrRIABjTxxgCHiIjmLGXGpiBvIVwDw/jVX94HADW4WZ27AJvzBTz71gVulZBkGOAQEdGcEGi2ZnjUtxfUQ01vBnzN2Z4r+Ot1SwFwq4RkwwCHiIjmhPH5NWd6BvHCsU6/JOD5GWm4ZVUOHKd7uFVCCmCAQ0REc8r/ZzsBx2l50vGhkTE4Tvu6D3OrhOTHAIeIiFJSl3sIDa9I+PiGpVgyfx5+/moHAKjBjbBgHj68Vos/HrsYPL+GMzZJiQEOERGlpK4+D/YdbMe+g+0Bn5evXEXugkwAwfNrKDkxwCEioqQ3MYHY6/XC3tHtd87irAz0e0bwvc9txO35AgDm16QyBjhERJT0xicQH2p3Yd+fJbx51tebZn5GGnYY8rFxVTaq9x/F7fkC82vmgLgEOJIkwWq1QhRFSJKEyspKCIIQ8FybzQYAkGUZdrsd5eXl0Ol0YV+HiIhS3+5n34bz0oDfsaGRMfzy9fcDns8Zm9QVlwCnrKwMra2tAHxBSkVFBSwWy5TntrS0wGg0wuVyoaysDE6nM+zrEBFR6piYQNzwigQAanBz+2oBH12Xh5/8r1NNIHYNDOOVE5c4WzNHxDzAkSTJ77EoiuosTSAWi0WdsQGgztCEex0iIkod0yUQHzkr4+aVSwD4l3x/fMOymI2R4ivmAY7NZoNWq/U7ptVq4XA4/AIZhdFoVL+2WCyoqqqK6DpERJQ6Lvd7/B4vykzHwPAo6j6/CZtWB27QR3NLzAMcWZYDHne5XFO+xuFwoLGxESUlJaisrAz7Oh6PBx7PBx8Gt9sd+oCJiCiulAqpT996HYZHxvDc0Qv45WsdAAANgM9uWoGPrVuG2qePYtNqNugjn4SpopoqYAEAnU4HURRRU1MDq9WK0tLSsK5TV1eH3bt3R2GUREQUa0qF1LsX3HjhnYt+z3kBPHe0E88d7Zz0OiYQz20xD3AEQZg0y+JyuaatfhIEAWVlZSgpKUFPT09Y16mtrcWuXbvUx263G/n5+RHfAxERxc7gsG9DTCW4WZSZjk/fugIH2s4xgZimlBbrbzg+p2Y8vV4/6ZjNZkNubq76WBRFAL4E43Cuk5WVhezsbL//iIgoMXW5h/C9597BKye68ItX21H5y8Pqc5/YsBRPfrEIn9u8CsAHCcQf37AM3777FnWXcKKYz+AoQYpCkiTo9Xp15sXhcEAQBIiiCK1W6xfIKM8FSiKeeB0iIkpOwSqk/nTiMv504jK+YOAsPAUXlxwci8WCmpoaGAwG2O12v941dXV1MBgMqK6uhk6nQ3l5ORoaGgAAzc3Nat+b6a5DRETJ6c8nL/s9/tjapXjVeVldjgKANI0vx4ZLUjQVjdfr9cZ7ELHmdruRk5OD3t5eLlcREcXR+Aop18AwnviTE6+e8u0htXxJFh7+zI2Yl5aGbzQewXMPbFUDHJqbwvn7nTBVVERENPcoFVKHO1x41dk96bmHLW/FaWSU7BjgEBFR3MiDwwCgBjcFeQtxz22r8PhLp1ghRTPCAIeIiGJm/B5S71zow3+2nATgy6nZoc9HuSEffUNXAXCLBZoZBjhERBQzU1VIjXmB39rP4Lf2M6yQoqhggENERDFj7/ggz0YD4JM3LsPL711ihRRFHQMcIiKaFeMrpPo9o9j3ZwkvXutGvHRxJh656yZkpKXh5fcu+S1HAcAtq1gtRTPDAIeIiGaFUiF17FwvWt7t8nvucv8w/pkVUjSLGOAQEdGs8Iz49pBSgptli7Pwed31aHhFYoUUzToGOEREFBXjK6RcA1fx/T8cV58rufk67PzrQnhGRtHwisQKKZp1DHCIiCgqgu0h1Xz8IpqPX2SFFMUMAxwiIoqKMz2Dfo83rsrGsfNuVkhRXDDAISKisI2vkBoZ9eL3Ry/gp6/6Zm6yMtLwj59ah9W5C/BQ05uskKK4YIBDRERhUyqkOi4P4Jk3z/s95xkZw380n4jTyIh8GOAQEVHYvF4vAODFtzsBAJkZGty1cSWeOXKeFVKUEBjgEBHRtMZXSKVpNGqF1JWRMdy4YjEeMm7Awsx0PHPkPCukKCEwwCEiomkFq5B6r7Mf9/+PgxVSlFAY4BAR0bT6PSN+j1dkZ6HT7WGFFCUsBjhERORnfIXUmBdofb8HP2x+D4Bvg8zSotX4KzEXD1uOskKKEhYDHCIi8qNUSJ2Tr8DaetbvOS8AS+tZWCYcJ0o0DHCIiCigl8dtkPnRtXl4zdnNCilKGgxwiIjmuPEVUgszM/AfL/qWo7oHhrF8SRa+YdyA1bnz8ZqzmxVSlDQY4BARzXHBKqS6+jz45tNHWSFFSYcBDhHRHDd0ddTvcc6CDPReGWGFFCU1BjhERHPIxAqpo+d68YMX3lOfv/OW6/Cpm5aj9gArpCi5McAhIppDlAqp8/KVgJVQL75zES++czEOIyOKLgY4RERzUMvxDyqk/qogF2909LBCilIKAxwiohQ2vkIqMyMdP7xWIeUaHMayxVn4evF63JC3AF/6mZ0VUpRSGOAQEaWwYBVSl/o9+JdnjrFCilISAxwiohTWe+Wq3+O8RZnoHhhmhRSlPAY4REQpYnyF1OiYF6+cvIyfvHwKgG8Pqc9vvh4fWavFw1ZWSFHqY4BDRJQilAqpju4BPHPkvN9zXgAH2s7hQNu5+AyOKMYY4BARpYixMS8A4IVjnQCAjDTgkzdeB9vxi6yQojmHAQ4RUZIaXyE1MDwK0x/fBQAMjYzhxhWL8fU71mPJ/AzYjl9khRTNOQxwiIiSVLAKqfc6+/G1X7exQormLAY4RERJ6r2LfX6PN1y3GCcu9rNCiggMcIiIksL4CqkBzyh++ZcOPPvmBQDAwsx0fPWTa3G9sAAPNb3JCikiMMAhIkoKSoXUkTM9+NOJy37PDQ6P4rEXT8RpZESJiQEOEVESkAeHAUANbpYvycJnP7QSP3+1gxVSRAHEJcCRJAlWqxWiKEKSJFRWVkIQhIDnOhwO2Gw2AIDdbsfevXvVcx0OBwBAp9NBkiTIsgydTheLWyAimlVKhdRfr1+K1tM92PuKL5FYA+Bzm1fhvi03YHB4BD9/tYMVUkQBzCjAaW9vR01NjRpcaDQa6HQ67N27F9nZ2VO+rqysDK2trQB8wU5FRQUsFkvAc202G6qrqwEA9fX1KC4uVl9rNpvR0NAAADAajVNeg4go2UxVIeUF8HTbeTzddp4VUkRBzCjA2b9/P5qamiYd37dvH3bu3BnwNZIk+T0WRVGdoZnI4XCgrq5ODXBKS0vVgEoURRQVFaGnpwcAppwBIiJKdEoC8X1b1mB59nxcHR1D0+Ez6vOZGRoU33Qdnj/WyQopohDNKMDZvHlzwOOFhYVTvsZms0Gr1fod02q1cDgck5aXlNkghSzL6vmKUAIbj8cDj8ejPna73dO+hogoVpQE4qIbcvHnU5fxeMtJdHQPAgDWL1+M6s/chAHPCJ4/1skKKaIQzSjAkSQJNpsNa9euBeALQLq7u9XHgShBykQulyvg8dLSUvXrxsZGGI1GNaiRZRlWqxWALz+nqqoKoihOukZdXR12794dyi0REcXN937/Dk5c7Pc7drKrHxW/PBynERElr4gCnI6ODhQUFKCiogLt7e2w2WyQZRmCIKC4uHjKmZ1gpgp8xj9vtVrV/BsAfsnJoiiipKQETqdz0mtra2uxa9cu9bHb7UZ+PteuiSg+xm+xoF2UBavjLACowY3+BgEfW7cMP245yQopoghFFOBYLBbU1dWhpKRE/a+goEB93u12T5lkLAjCpNkal8s17VJTTU0Nmpub/c6TJEld1lIqspT8nPGysrKQlcV/FIgoMQTbYgEADr8vY/3yJQDACimiCKVF8iJRFNHe3o7KykqcOnUKRqMReXl5KC8vx759+1BTUzPla41GY8Djer1+ytfU19ejpqYGoihClmXIsgyHw4Hi4uJJ507M7yEiSjRer2/X74WZ6QB8pd8A8N17b8VzD2zFcw9sxV2bVsRpdESpIaIAR6PRICcnB8XFxdizZw9OnTqFRx55RA14pqqKAjBpdkWSJOj1er/eNuMrraxWK3Q6nRrcNDU1QRAEiKIIk8mknmez2VBaWspqKiJKKF3uIfyo+QTeOd+LY+d60XL8Iv7J8iYAXwfigryFeKhkPQBAtyZXnbG5aUU2HixezyUpoghFtETldDonlYKvXbsWxcXFKC4uDppkDPiWuGpqamAwGGC32/3619TV1cFgMKC6uhqSJKGsrMzvtYIgqLk3er0e9fX1EAQBTqeTfXCIKOEoFVIX3UP4rf3MpOc7ugfxw+aTk44vz56Ph0o2xGKIRClJ41XmSsP0yCOPYO/evdDr9RBFEYIgoK6uLtrjmxVutxs5OTno7e0N2pCQiGimjp3rxd2PH8S6ZYtw6tIAAKAgbyE6ugcnJRBXflzE8uz5cR4xUeIK5+93xAEO4OtkrGyXsH379kgvE3MMcIhotoyvkMqePw9P/MmJF96+CACYn5GGf/hYAbYU5uHLv7DjuQe2+vW0IaLgwvn7PaM+OIWFhUGb+hERzTXBKqSGRsbwxJ8kyINX4zAyormFu4kTEUXR1dExAL4KjjEAC+al48rVUdRt24RN3GKBKGYY4BARRUjZQ+rTt16HMS9w8mIf9jz/LgBfcPMRUYu7Nq7Ao797B5u4xQJRTDHAISKKkFIhdaH3CpoOn530/OuSC69LgbehIaLZFbUAJ1j3YiKiVPbqqW716w9dn4O3zvVyiwWiOIs4wHG73X5bLphMJjzxxBNRGRQRUSIaXyG1ZP48/GeLr3/NOfkKcuZn4KufWoebVy7Bl35m5xYLRHEWUYBz//33w2az+XUNbm9vZ4BDRCktWIVU79AI6p5/F18wcCNfokQQUYCzdu1aPPnkk37H9u7dG5UBERElqpFrFVLpGmDU69tLanB4VF2OAlghRZQoIgpwAm2YWVJSMuPBEBEliokVUmd6BvHvvz8OwBfcfLhQi89uWol/+d3bfstRACukiBJBRAFObm4uHnvsMXWLBlmW0djYiMbGxmiPj4goLpQKqS73EH4TYA+pv7S78Jd2VkgRJaqIApzq6mrIsuyXg9PW1hatMRERJYyj53rVr9ctW4xTl/pZIUWUBCIKcEpKSlBRUeF3bP/+/VEZEBFRvHS5h9DV5wEA/PrQ+wCAY+fdmJeuwT98tAAfXbsUX/4FK6SIkkHEScahHCMiShZd7iE88Js2HAqw7HR11IuGP7ejb2gkDiMjokhEFOA4nU6YzWYYDAYAgNfrRVNTE+x2e1QHR0QUK119Hhxqd0FYMA/ylavQAPAC+PfPbcRt+QIAVkgRJZOIAhyz2Qyj0Qiv16seG/81EVEyuTo6hl++3gEAkK9cRb52Ab5+xzo8bD2K2/IFVkgRJaGIAhyTyYTi4mK/Y4FKx4mIEtH4EvBz8hXU//E9nOzqBwAU3ZCL6k/fiAu9Q3EeJRHNREQBzsTgBvCVjhMRJQOlBPxQezf+MmEzzNb3e1De8BcAwJZCLZejiJJURAHOSy+95PdYlmWYzWa88MILURkUEdFsGvD4koWV4ObWldm4+/ZVMD3/rl9X4uVLsrA8e37cxklEkYsowKmsrERRUZGad2Oz2djJmIgS1vhNMrv7h/Fvz/k6Ems0wP/zV2uwQ5+P3ivDADCpKzERJaeIc3C2b9/ud6ylpSUqAyIiirapNsn0eoGnDp3GU4dOc5NMohQTUYAzMbgBAI1GM+PBEBHNBnlw2O/xxlXZOHbezU0yiVJYRAHOY4895ve4u7sbsizjjjvuiMqgiIhmSulKfPRcL77/B9+SVEaaBpWfELF+2WI81PQmN8kkSmERBTi//e1vUV5erj4WRRE7duyI2qCIiCKllID3D13FT1/t8HtuZMyLn7zsjM/AiCimotYHh4goESgl4BtXZavHim7IRev7Pdwkk2gOmfFeVL29vbDZbCgqKkJBQUG0xkVEFBFl9+9j592YPy8N/3bvRty8Mht3P36Qm2QSzSFpkbzIZrOpX+fk5GD79u1+x4iIYqXLPYTvPfcO/vfdLjz6zDF888BRAL4eNv9RdhtuXpkN14AnzqMkolgLeQant7cXTU1N0Gg0aG5unvR8a2srdu7cGdXBERFNZ6oS8K4+D7726zYAwM6thXiweD2XpIjmkJADnJycHBiNRphMJjidThQWFvo9X11dHfXBERFN5+TFPvXrjHQN/vZDq3Cg7Rw7EhPNcWHl4BQWFuLJJ59ES0vLpCTjjo6OaI6LiGhKXe4hXHQP4fm3O2H+XwkAoF2YiUfvuQUAcKDtHDsSE81xEW+2eeTIEbhcH2xSZzab0djYGLWBERFNpJSA914Zxi9ee9/vOdfgML7ReCQ+AyOihBNRgLNjxw7IsgxBENRjbW1t0RoTEVFASgn4au0CAIAGwGc2rsDzxzpZAk5EfiIKcEpKSlBRUeF3bP/+/VEZEBHRVN5o7wYAnHVdwdLFmfjPL2xG9vx5eP5YJ0vAicjPjPvgBDtGRDQTyi7gW9ctxR/f7sRv7WcAAGu0C/Ddezcie/48loATUUARBThOpxNmsxkGgwEA4PV60dTUBLvdHtXBEdHcNlUJ+GnXFXz5575/b1gCTkSBRBTgmM1mGI1GeL1e9dj4r4mIoqG9e0D9el66Bp/ffD2aDp9lCTgRTStqe1EZjcaoDIiI5jZlF/BXTlzCj2wnAAC5C+fhO/fcCgBoOnyWJeBENK2Iy8R/8IMf4PDhw2hsbERLS4u6XBUKSZJgtVohiiIkSUJlZaVfRdZ4DodD3QbCbrdj79696rnhXIeIEluwXcB7Bq+yBJyIwhJRgFNbWwtRFNVZm+LiYhw4cADbtm0L6fVlZWVobW0F4AtSKioqYLFYAp5rs9nULsn19fUoLi5WXxvOdYgosQXaBfwTG5bhTycusQSciMIW0Waber0eFRUVEEUx7NdKkuT3WBTFKTfqdDgcqKurUx+XlpbC4XBAkqSwrkNEia/jWr6Nsgv441/YjIc/fSMAqEtSH9+wDN+++xbm3BDRtCIKcNrbfRUNGo1GPRZqBZXNZoNWq/U7ptVq4XA4Jp2r0+mwd+9e9bEsy+r54VyHiBKPsgv4Kye60PAnCbuuLUHlLpyH+u23oXDpIpaAE1HEIlqi2rx5M/R6PfLy8tDc3AybzQaTyRTSa5UgZaLx2z6MV1paqn7d2NgIo9EIQRDCuo7H44HH88E/lG63O6SxEtHsmaoEvGfwKr7+W+4CTkQzE3GSscVigdlshtfrRUNDAzZv3jyjgUwVsIx/3mq1qjk34Vynrq4Ou3fvnsHoiCjargyP+j3+2No8vOrsZgk4EUVFRAEO4NtZfM+ePepjt9uN7OzsIK/wEQRh0iyLy+WatvqppqYGzc3N6nnhXKe2tha7du3yG2t+fv60YyWi6FJKwDt7h/Ctp48CANI1GnztjrUQly7Gq85uloATUVREHOC43W6/AMNkMuGJJ56Y9nVGoxFms3nScb1eP+Vr6uvrUVNTA1EU1RmacK6TlZWFrCxOcRPFi1ICPuAZmbQkNer14j9bTsVpZESUqiIKcO6//37YbDa/2ZL29vaQApyJlVeSJEGv16vXcjgcEARBPc9qtUKn06nBTVNTU8B+NxOvQ0SJQykB//JHC5CuAUa9wPW5C3Cu5wpLwIloVkS82eaTTz7pd2x8tdN0LBYLampqYDAYYLfb/XrX1NXVwWAwoLq6GpIkoayszO+1giCgsrJy2usQUeIYGR0DAPzitQ4AwD23rcKXP3oDtj/xOncBJ6JZofFGsIlUW1vbpKTijo4OFBQURGtcs8rtdiMnJwe9vb0h5Q0RUfiUfJv+oRF8+/8ew6lL/QCAv/vwGuzQ56NncBhf+pkdzz2wlTk3RBSScP5+RxTgdHR0qFskKCXbjY2NaGxsjHjQscQAh2h2dbmH8MBv2nCoPXD7B8BXAr4oKwP3bVnDSikiCkk4f78jWqKqrq6GLMt++S5tbW2RXIqIUlBXnweH2l2Yn5GGoZExCAvmQb5ylSXgRBQzEQU4JSUlqKio8Du2f//+qAyIiJLfH45eAAAMjYxBt0bAQ8YN+LufvcEScCKKmYiTjEM5RkRzR5d7COflK/jpwXY8+5YvwNmcL+Bbn70ZZ1xX4jw6IpprIgpwnE4nzGYzDAYDAMDr9aKpqSnk/aiIKHUoPW56Bofxy9ff93uu7YyM7U+8DgDYUqhlCTgRxUxEAY7ZbIbRaMT4/OQIcpWJKAUoPW6uFxYAADIzNCgrysdTh04z54aI4iaiAMdkMqG4uNjvmNFojMqAiCi5HO/0bV57Tr6C5UuysO/v9UjTaPDUodPMuSGiuIl4s023242mpiYAwI4dO2a82SYRJQ+lx80rJy7hP5pPAABW5sxH3bZNSNNo4BrwxHmERDTXRdQHp729HWVlZep2Cm1tbbBYLLj99tujPb5ZwT44RJHz9bhx4FB7z5TnsMcNEc2GWe+Ds3//fhw+fNjvWG1tbdIEOEQUuXPyFb/gZuu6pTh46jLzbYgooUQU4BQWFk46Fmw3cCJKDfLgMP7l/x4DAKRpgN33bsTmfAF3P36Q+TZElFAiCnAkSZp0rL29fcaDIaLEopSAf/rW63BOvoJ//d3bOCcPAQD+/qMF2Jwv4FRXf5xHSUQ0WUQBjtFoxJ133omioiIAgM1mg8lkiurAiCj+lBLwd873ovl4l99zP3+1Az9/tQMAe9wQUeKJKMDZvHkzzGYzzGYzAKChoYFVVEQp7KX3fMHNumWLscOwGt//w7vMuSGihBZRgAP48nD27NmjPna73axIIkoBSgm41+vFf7/sBACMjgF/VaBF9WduxODwCAAw54aIElrEAY7b7YbL5VIfm0wmPPHEE1EZFBHFh68EvA2H2l2Tnnujw4XSJ1/HFwz5cRgZEVF4Igpw7r//fthsNgiCoB5rb29ngEOU5Lr6PDjU7sJNKxbj3c4PkofHL0elaYDl2fOZc0NECS3i3cSffPJJv2N79+6NyoCIKH4u9/s6EL/b2Y/589LwTyU34t//cHzSctQtq7g0RUSJLeIqqolKSkpmPBgiij0l56a9ewDffvooAGBxVjq+e+9GpGk0cR4dEVFkIgpwcnNz8dhjj0EURQiCAFmW0djYiMbGxmiPj4hmidLjZsAzgn0H/ftY9XtGsavpTQAsASei5BRRgFNdXQ1Zlv1ycNra2qI1JiKKAaXHTcVfFyJdA4x6gYKlC9FxeZAl4ESU9CIKcEpKSlBRUeF3bP/+/VEZEBHFhrLP7t4/+2Zv7rltFf7hYzdg209eZwk4ESW9iJOMQzlGRIlFybcZGR3D935/XD2+Xbcaf/+RGyBfGY7j6IiIoieiAMfpdMJsNsNgMADw/Z9gU1MT7HZ7VAdHRNETrMfNfsdZ7Hecxc6thXiweD1zbogo6UUU4JjNZhiNRnWKG4Df10SUeJQeN9cL83FOHsK8dA2ujnqZb0NEKSmiAMdkMqG4uNjvWKDScSJKHGdcAwCAc/IQ8hZl4pufvRn/1PQm822IKCVFFOBMDG4AcLNNogSk5NwcO9eL3c++AwDIW5SJPds3YcAzGufRERHNnoj3oiKixBWsx033wDAqftkKgD1uiCh1McAhSkFKj5v7tnywMebNK5fg+IU+5twQ0ZyQFu8BEFH0jY35kv6fOnQGAPDFD6/Bnm0fAgA152bj9TkMbogoZUUc4PzgBz9AeXk5AKClpQVutztqgyKi8HW5h3DsXC8cp1349jPH1ONf+sgNKNfno5c9bohoDtF4I6jvfuSRR9TGfkpH4wMHDmDbtm3RHd0scbvdyMnJQW9vL7Kzs+M9HKIZC9bjRrFzayEWZWXgvi1rOHNDREkpnL/fEeXgGAwGbN++HS0tLRENkIiiS+lxsyJ7PjrdQ8jKSINnZIz5NkQ0Z0W0RNXe7qvK0Gg06jF2MSaKn/e7fT1uOt1DWL4kC/WlzLchorktohmczZs3Q6/XIy8vD83NzbDZbDCZTNEeGxEFofS4OXquF7t/9zYAYNniTNRt24S+oZE4j46IKL4iysEBfLM4ZrMZAFBeXp5Ujf6Yg0PJLFiPm/G2FGrx+Bc2c+aGiFLGrOfgdHR0oLCwEHv27EFvby9sNhtyc3NRUFAQyeWIKAxKj5svjutxc+uqJXj7PHvcEBEpIsrBsdls6tc5OTnYvn273zEimj1Kj5v/udbj5u8+fAO+/3nm3BARjRfyDE5vby+ampqg0WjQ3Nw86fnW1lbs3LkzpGtJkgSr1QpRFCFJEiorKyEIwpTnOxwOVFRUoLW1ddJxANDpdJAkCbIsQ6fThXpLRElDybe5OjqG3c++rR7/0kduQFnRavQMsscNEdF4IQc4OTk5MBqNMJlMcDqdKCws9Hu+uro65G9aVlamBiuSJKGiogIWiyXguUogpAQz45nNZjQ0NADw7WY+1TWIklmwHje/fP19/PL197FzayEeLF7PfaWIiK4JKwensLAQTz75JFpaWgLuKB4KSZL8HouiGHR5q7S0dMrnioqK0NPTAwBBZ4CIkpnS4+Z6YT7OyUPITNdgeNTLfBsioiAiysGZGNy89NJLOHDgQEivtdls0Gq1fse0Wm3AGZpQCILA4IZS2tmeQQDAOXkIeYsyYdrOfBsioulEvJv4gQMH1NkYr9eLw4cPh7RVgyzLAY+7XFO3mA92LavVCsDXaLCqqgqiKE46z+PxwOPxqI+5bxYlOiXn5t1ONx59xpdzo12UiT3bN2HAMxrn0RERJb6IApxHHnkEsizD5XJBFEXIsoyqqqoZDWSqwCeY8cnJoiiipKQETqdz0nl1dXXYvXv3jMZHFAvBety4BoZR8Utf7tqWQi3zbYiIgogowFm7di0qKirQ3t4OjUaDgoICvPTSSyG9VhCESbM1LpcromUmSZLUqimlIkuSpEmzOLW1tdi1a5f62O12Iz8/H0SJRulx85WPFSBNA4x5gQ3XLcaJi/3MuSEiCkNEOTiiKOL9999HYWGhukQUKqPRGPC4Xq8P6zoOhyNgovPE/B4AyMrKQnZ2tt9/RIlIaSz+01c7MOYFtutWo545N0REYYtoBqenpweiKKKnpweXL1/GnXfeidzcXNxxxx3Tvnbi7IokSdDr9eoMjsPhgCAIAXNpZFn2W5Iav/+VzWZDaWkpE44p6Sj5NqNjXnz/+ePq8bKi1fjSR25gjxsioghEvBfVeC0tLdDr9cjJyQnpfEmSYDabYTAYYLfbUVtbqwYmZWVlMBgMal8dm82G5uZm1NfXo7q6GgaDQS0ddzgcsNlsEAQBTqcz5A0/uRcVJYpgPW4UO7cWYlFWBu7bsoYzN0Q0p4Xz9zuiAOeRRx7BunXrsGPHDpSVlUEQBJSXl4dURZUIGOBQojh2rhd3P34QhUsXov3yINI1Gox62eOGiCiQcP5+R5SDYzAYsHPnTpjNZmzevBmNjY3o7u6OaLBEc9mlPl/7gvbLg1gyPwPf+/xGAMy3ISKaqYhycHJzcwEATU1N2Lt3L4DAyb1ENJmSc/N+9wC++fRRAMCS+Rn4/rZNGB2d8YoxEREhwgDH6XTC6/XC6XTi9ttvR3t7u7plAhEFFqzHTd/QCB74dRsA9rghIoqGiAKcHTt2oKGhAa2trejt7YXZbMbSpUujPTailKL0uPn6HeswL12Dq6NerNEuwGnXFebcEBFFWVSqqACgo6MDBQUF0bjUrGOSMcWDklCsAeAFYLz5Otz/CRGlT76O5x7YqgY4REQUWDh/vyPei+rIkSN+HYnNZjMaGxsjvRxRSlLybbxeL35kOwnAF9x8+tbr8P9+Yi3cQ1fjO0AiohQV8RLV+KZ7ANDW1hatMRGljKcOncaPW05OOv7C2xfxwtsXsXNrIR4sXs+cGyKiKIsowCkpKUFFRYXfsf3790dlQESpQEko/sSNS/EXqRuH2l3q0hTzbYiIZl/Em22GcoxorlISil98uxPHO/uQmZGGfy65Ed9//rja34aIiGZPxGXiylYLgG+DwKamJtjt9qgOjihZKQ38jnf2IXt+Bvb9vQELM9PjPCoiorkjogDHbDbDaDRifAFWlIqxiJJWoAZ+2dca+C3MTEeaBsy3ISKKkYgCHJPJhOLiYr9jRqMxKgMiSkZTbZrpHhrBP15r4Pdg8Xo8VLIhHsMjIppzIgpwiouL8YMf/ACHDx9GY2MjWlpa1OUqormoq8+DQ+0uZKQBI2NAvnYBzgRo4EdERLER0WabtbW1EARBnbUpLi6GzWaL6sCIkskLxzoB+IKb4puW40c7bgfATTOJiOIlohkcvV6P7du3o6WlJdrjIUoaXe4hXHQPodF+Bv9z6DQAQH9DLh64Yx06ugfjPDoiorktogCnvd23UaBGo1GP2e12bNu2LTqjIkpgSo+b/qGr+OmrHX7PHX6/B5/7yWsAuGkmEVE8RRTgbN68GXq9Hnl5eWhubobNZoPJZIr22IgSktLjxlCQqx6750Mr8exbF9jEj4goQUScZGyxWGA2m+H1etHQ0IDNmzdHe2xECanfMwIAsHf0YF66Bj8qvx0FeYvw7FsX2MSPiChBRLzZZmFhIfbs2aM+TqbdxInCpfS4cQ14ULPf1+MmKyMNj959CwryFsE14InzCImIaLyQApwjR45Me05dXR13E6eUNFWPG8/IGL71f48BADfNJCJKMCEFOHfccQcMBoParbinpwderxdarRYAIEkScnNzg12CKGkpPW4WZ6ajf3gU2oWZcA0OM9+GiCiBhRTgmEwmv93D9+/fj+3bt/udw93EKVW1nZYBAP3Do7h1VTYe+cxN+LufvcF8GyKiBBZSgDM+uAH8y8MVnMGhVKLk3Lxy4hL+48X3AABrly3Co3ffggu9Q3EeHRERTSeiJOM33nhjUs+b5uZm3HHHHVEZFFG8KD1uBjwj2Hew3e8556UBlDf8BQB73BARJbqIApzy8nKsW7cORUVFAACHwwGLxRLVgRHFg9Lj5t7bVqrHPixq8RfJxZwbIqIkEnGjv9bWVjQ1NQEA9uzZg8LCwqgOjCgeRsd8ifTPvHkBAPCQcQPuuGkZ7vmvV5lzQ0SURCLug5OTk+OXm8M+OJSslHwbz8govvPM2+rxr35yLYpvXs4eN0RESUjjVWq/w3TkyBG4XB/0BTGbzUnTB8ftdiMnJwe9vb3Izs6O93AojqbqcTPezq2FWJSVgfu2rOGyFBFRHIXz9zuiGZwdO3ZAlmUIgqAea2tri+RSRHGl9Li5XpiPc/IQMtM1GB71Mt+GiCjJRRTglJSUTCodZx8cSkad10q+z8lDyFuUiW9/9hY81HSE+TZEREkuogBn7dq1IR0jSkRKzk179wC+eW1fqdyF8/D9bZtwZXg0zqMjIqJoiCjAcTqdMJvNMBgMAACv14umpibY7faoDo4omoL1uOkZvIqqX7UCYI8bIqJUEFGAYzabYTQaMT4/OcJcZaKYUXrc7CpZj8wMDYZHvLhBuxDvuwaZc0NElGIiCnBMJhOKi4v9jhmNxqgMiGi2/dh2EqNe4FM3LsPXPrUOpU++zpwbIqIUE1GAU1xcDLfbrTb627FjBzZv3hzVgRFFg5JvAwDmPzkBQA1uHixeD/fQ1XgOj4iIZklEfXDa29tRVlYGURQB+ErELRYLbr/99miPb1awD87cwB43RESpZdb74Ozfvx+HDx/2O1ZbW5s0AQ7NDUqPm63r8nDwVLd6vG7bJmxivg0RUUqLKMAJtO+UXq8P+fWSJMFqtUIURUiShMrKSr+mgRM5HA5UVFSgtbV1RtehuWVkdAwAcPBUNzQa4P6Pi3jiTxI2Md+GiCjlRRTgSJI06Vh7e3uAMwMrKytTgxVJklBRUTHlbuRKAONwOGZ0HZoblJyboauj+NbTvh43aRpgV8kGrM5dGOfRERFRrEQU4BiNRtx5550oKioCANhsNphMppBeOzE4EkURNpttyvNLS0ujch2aG546dBo/bjnpd2zMCzz24gkA7HFDRDRXRBTgbN68GWazGWazGQDQ0NAQchWVzWaDVqv1O6bVauFwOKDT6UIeQ7SuQ6lBaeL3V4VaFC5dhPbLA8jKSINnZIw9boiI5qCQApyOjg6/xwUFBSgsLERtbS1ycsLLZZBlOeDx8TuTR/s6Ho8HHo9Hfex2u8P6XpT4lCZ+yqaZSxdn4tG7b8XXf9vGHjdERHNQWignNTc3QxRFmEwmv6Uhl8uF/fv348CBAzMeyFQBSzSuU1dXh5ycHPW//Pz8qHwvShxnegYB+DbNvF5YAMv9H4W4bFGcR0VERPES0gyOKIpobW2dtAxVWFiIwsJC9Pb24sCBA9i2bdu01xIEYdIsi8vlCrv6KZzr1NbWYteuXepjt9vNICcFKAnFp7r61YTiZUuy8O+f34gBzwjSNMCDxeuZc0NENAeFFOD09vZO2pphvJycnJD3ojIajWruznjhlJmHe52srCxkZfGPXCqZqonfpT4Pvvxz36avDxavx0MlG+IxPCIiirOQApxQ8mN6enpC+oZK92OFJEnQ6/XqzIvD4YAgCJPOA3zLT8p5012HUpvSxC8jHRgZBQqWLkTH5cmbZhIR0dwUUoDjdDqjco7CYrGgpqYGBoMBdrvdr3dNXV0dDAYDqqurAfiqpZqbm/2eU0rHg12HUtvBU5cB+IKbT924DP94xzpsf4KbZhIRkU9Ie1Ht3bsXGo0GO3fuDPj8vn370NPTg4cffjjqA5wN3IsqOSk5Ny++04nHW07BC+BD1+dg97234v3uQXyj8Qiee2ArAxwiohQVzt/vkDfbvPPOO6HRaHD//ferWzVIkqTmwbzwwgszHHbsMMBJLkqPmwHPCPYdnLpj9pZCLR7/wmb2uSEiSlGzstnmiy++iPr6enzlK19Bb2+vmlRcU1ODurq6mY2YKAilx8123fXqsa3rluLgqcts4kdERAGF1cm4uroa1dXV6r5TgTbdJIo2JZje7zgHAPiGcT2Kb1qOg/91mTk3REQUUNR2EyeKJiXfZmzMi+8/f1w9/pWtBTDefB1cA54gryYiorku5BycVMIcnMQ2VY+b8XZuLcSirAzct2UNl6WIiOaIWcnBIYoVpcfNbatz8ObZXmg0gNcL5tsQEVHIQtqLiiiWPCOjAIA3z/YiMz0N37zrZgBQ8202Xp/D4IaIiILiDA4lBCXn5srwKGr2vwUAyEjX4FufvRk5C+bFeXRERJRsGOBQQnjq0Gn8uOWk37GRUS++87u3Afh63HDrBSIiChUDHIorpYnfh0Utfv/WYpy61I/5GWkYGhljzg0REUWMAQ7FldLE75kjC9HRPQjtokx8555b8OBvj7DHDRERRYwBDsVV97V+Nh3dg1i2JAu/3rkFnpGxOI+KiIiSHQMcijklobirz4N/trwJAMhZkIHvfW4jPCNjSNMADxavZ84NERFFjAEOxdRUTfx6r4yg6letAHzBzUMlG+IxPCIiShEMcCimlCZ+woIMyFdGsHRxJi73D09KKCYiIpoJNvqjmDrdPQAAkK+MYP3yxfjhjtsAsIkfERFFF2dwaNYpOTft3QN4xOpr4rciOwvfuecWXO4fjvPoiIgoFTHAoVmj9LgZ8Ixg38F2v+c63R588advAGATPyIiij4GODRrlB43/3rPLViclYF+zwhW5y7A2Z4rbOJHRESzijk4NOvqX3gP/Z4R6NYIeKyMOTdERDT7OINDUaXk2wDA7986DwAYHB7FrSuz8chdN2Po6kg8h0dERHMEAxyKqkCbZgLA2xfc2GF+HTu3FrKJHxERzToGOBQ1Xe4hDHhG8M27bsIPm09g6NqWC9+991bo1uQCYL4NERHFBgMcipquPg/2HWxHVkYaPCNj2JwvoO2MDN2aXG6aSUREMcUkY4qaI2dkAIBnZAyf2LAM37775vgOiIiI5izO4NCMKEnFbadl7H72bQDAjdctxteL12HAM4qdWwuZb0NERDHHAIciEqyJ33sX+7H9idcBXNsVnDk3REQUYwxwKCJKE7+H79yAjHQNRka9uHnFEhzv7OPGmUREFHfMwaEZ+VHLSYyMemG8+Tp8f9smAGziR0RE8ccZHArZ+CZ++x1nAQAjo15sKdTia59ai76hq/EcHhERkYoBDoVsqiZ+h9pd+PxPXmMTPyIiShgMcCgkShO/h+/coC5LAcD3PrcRt+cLANjEj4iIEgcDHAqJ0sRv3rWE4r8q0OKNDhduzxfYxI+IiBIOk4wpJG2nZQDA1VEvjDcvR+3f3BTfAREREQXBGRyakpJUfOTMB038blqxBF/91Fr0DY2wiR8RESUsBjg0SbAmfu929mHbT9jEj4iIEhsDHJpEaeJXe9dN6saZG65bjBMX+9nEj4iIkgJzcGhKP2o+Ac/IGD6+YRnq2MSPiIiSSFxmcCRJgtVqhSiKkCQJlZWVEAQh7HMdDgcAQKfTQZIkyLIMnU4Xo7tILeOb+P3+rQsAgKGRMWzOF/Bg8ToMeEbiOTwiIqKwaLxerzfW37SoqAitra0AfAFMTU0NLBZL2OdWVVWhoaEBAGA0GmGxWKYMlMZzu93IyclBb28vsrOzo3BHye9HzScCNvFT7NxaiEVZGbhvyxrO3BARUVyE8/c75jM4kiT5PRZFETabLaJzi4qK0NPTAwAhBTYUmNLEb/c9t8L0wrsYHB4FAHz33luhW5MLgE38iIgoucQ8wLHZbNBqtX7HtFotHA7HpOWlUM5lYDNzShO/xVkZGBwexS0rl+CdC33QrcllEz8iIkpKMQ9wZFkOeNzlcoV9rizLsFqtAAC73Y6qqiqIojjpfI/HA4/Hoz52u91hjjq1tXcPAAD6PSPYvEZA7V03Y4f59TiPioiIKHIJUyY+VTAT7NzxCceiKKKkpAROp3PS+XV1ddi9e3cURpk6lKTi090DeMT6FgBgde4C1HzmJgxdHWUTPyIiSmoxLxMXBGHSbI3L5Qq41DTdueNzdJQqq4l5OwBQW1uL3t5e9b8zZ87M/EaS3FOHTuPuxw/iq79uw8C1nJuzPVfwfxr+gi/97A0syspgzg0RESWtmAc4RqMx4HG9Xh/WuQ6HA8XFxZOem5izAwBZWVnIzs72+2+u6nIP4UfNJ7Dp+hzkLcoEAKzI9s3U7Nm2Cc89sBXPPbAV921ZE89hEhERzUjMl6gm5shIkgS9Xu/X20YQBIiiGPRcURRhMpnU52w2G0pLS5l0PA2lS/GyxVnoHhjG+uWL8Z17bsEXf/qG2sCPiIgo2cUlB8disaCmpgYGgwF2u92vB05dXR0MBgOqq6uDnisIAvR6Perr6yEIApxO55S9dOgDl/t9ydaX+j0oXLoIT+3cojb4IyIiShVxafQXb3Ot0Z+SUOwa8GBX05u43D8M7cJM/LD8NixdnIU0DfDC2xfZxI+IiBJaQjf6o9jqcg/hgd+04VD7hGTtwWF8+ed2AL5dwR8q2RCP4REREc0KBjgprqvPg0PtLqwS5uO8PIQl8zPQNzTCXcGJiCilcTfxFKdsknleHsLSxZmo3/4hANwVnIiIUhtncFKQknMzdHUUNft9TfwWZqbjX//2VnhGxuI8OiIiotnHACcFPXXo9KSdwQeHR/GPv24DAGwp1HJZioiIUhoDnBTS5R7CU4dO45M3LcXBU5fQ+r6MzHQNhke9k3JuuCxFRESpjAFOClGa+L3R3o3W92XMn5eG79xzK2oPHGUTPyIimlMY4KSQ0TFfS6PXJRcyM9Kw70sGCAvnxXlUREREsccAJ8kpCcVjY17823PvAADSNMAjn7kRwsJ5SNP4+tww54aIiOYSBjhJLlBC8ZgX+O5zxwGwiR8REc1NDHCSWJd7CAOeq7hr0wo8f7RTPc4mfkRENNcxwEliXX0e7DvYoT7+2qfW4b9fPsWEYiIimvPYyTiJHXCcVb/+l7tvwV0bV8RxNERERImDMzhJRkkq/sPRC/jZqx0AgDtvuQ5bCrVwDQxj59ZCLksREdGcxwAnyQRKKn7xnYt48Z2LAK5VTLGJHxERzXEMcJKE0qV4YWY6NAC8AD66Ng+vObuZVExERDQBA5wkoXQpTtf4gptyfT7u27IGf/vfrzKpmIiIaAImGSeJN8/IAIBRL3DPbavw/W2bkJamie+giIiIEhRncBKYklB8/IIbu599GwBw84ol+MrHCnD8gptdiomIiKbAACdBdbmH8MBv2nCo3eV3/HhnHz73k9cAsEsxERHRVBjgJKiuPg8OtbuwKDMdA8OjKMhbiI7uQSYUExERhYA5OAnqQu8QAGBgeBSbrs/Bnu0fAgA1oXjj9TksByciIpoCZ3ASiJJzc7nfg2rrmwCA65Zk4ZG7bkLntYCHiIiIpscAJ4EEauJ3sc+D+/YdAgBsKdRyWYqIiCgEDHASgNLE76Nr8/C7N8+j/fIAchZkoPfKyKScGy5LERERTY85OAlAaeL36O+Oof3yAJYuzoSJOTdEREQR4wxOAvCMjAIA3uvsR86CefjVV7ZgdMwb51ERERElLwY4caIkFI+MjuHbTx8DAGSma/DoPbdgdMzLJn5EREQzwAAnTgIlFA+PevFPTb7qKTbxIyIiihwDnDjocg9hwHMVn9ywFP974jLSNb49ptjEj4iIKDoY4MTBRfcQ9h3sAACkaYB//vRNMP3xXe4KTkREFCWsooqD37xxRv16z7YP4a/XL43jaIiIiFIPZ3BiREkqfrrtLH79xmkAwN0fWolbVmXDNTCMnVsLuSxFREQUJQxwYiRQUvFzb13Ac29dAHCtYop9boiIiKKCAc4sU7oUz5/3wWrgx9cvxSsnLzOpmIiIaJYwwJllSpfidI3v8X1b1uD/GPLxysnLTComIiKaJUwynmVvnpUB+MrA7719Ff7t3o3QaDTxHRQREVGKi8sMjiRJsFqtEEURkiShsrISgiCEfW4414klJaH43U43dv/ubQDAzSuW4B8+WoB3LrjZpZiIiGiWabxeb8w3PSoqKkJraysAX5BSU1MDi8US9rnhXGc8t9uNnJwc9Pb2Ijs7Oxq3pOpyD+GB37ThULtrynPYpZiIiCh84fz9jvkMjiRJfo9FUYTNZgv73HCuE0tdfR4candhcVYG+j0jWKNdgNOuK0woJiIiiqGY5+DYbDZotVq/Y1qtFg6HI6xzw7lOLHX1eQAA/Z4R3LwyG/XbbwMANaF44/U5LAcnIiKaZTGfwZFlOeBxl2vykk6wc8O5jsfjgcfjUR+73e5pxxkOJeemZ2AY1VbfZplLF2fiW39zEzrdQ1H9XkRERDS9hCkTnypgCffcQM/V1dVh9+7d4Q8qRIGa+F3uH8YXf/oGAGBLoZbLUkRERDEU8wBHEIRJsywulytg9VOwc8O5Tm1tLXbt2qU+drvdyM/Pj/wmJrhvyxqU3HIdvF4vftxyCrbjFyfl3HBZioiIKHZinoNjNBoDHtfr9WGdG851srKykJ2d7fdfNC3Pno+N1+dg02oB3zCuB8CcGyIioniK+QyOKIp+jyVJgl6vV2deHA4HBEGAKIpBz504UzPxOkRERDR3xSUHx2KxoKamBgaDAXa73a93TV1dHQwGA6qrq6c9N9hz8bJ8SRab+BEREcVZXBr9xdtsNvojIiKi2RHO32/uRUVEREQphwEOERERpRwGOERERJRyGOAQERFRymGAQ0RERCmHAQ4RERGlHAY4RERElHIY4BAREVHKYYBDREREKYcBDhEREaWcuOxFFW/K7hRutzvOIyEiIqJQKX+3Q9llak4GOH19fQCA/Pz8OI+EiIiIwtXX14ecnJyg58zJzTbHxsZw/vx5LFmyBBqNJqrXdrvdyM/Px5kzZ1JyI0/eX/JL9XtM9fsDUv8eeX/Jb7bu0ev1oq+vD6tWrUJaWvAsmzk5g5OWlobVq1fP6vfIzs5O2V9cgPeXClL9HlP9/oDUv0feX/KbjXucbuZGwSRjIiIiSjkMcIiIiCjlMMCJsqysLHznO99BVlZWvIcyK3h/yS/V7zHV7w9I/Xvk/SW/RLjHOZlkTERERKmNMzhERESUchjgEBERUcphgENEREQpZ072wZkpSZJgtVohiiIkSUJlZSUEQZjxuYnC4XDAZrMBAOx2O/bu3TvlmB0OBwBAp9NBkiTIsgydTheroUYsnHEn43totVphNBoBYNqxJst76HA4UFFRgdbWVr/jqfJ5nOr+UunzGOwegeT/PE51f6nyeQz2u5iQn0MvhU2n06lfO51Ob2lpaVTOTRQmk8nv6/H3MFFlZaUXgBeA12g0ent6emIwwpkLZ9zJ+B4q9zb+v/Hv63jJ8B5aLBZva2urN9A/WanweQx2f6nyeQx2j6nweQx2f6nyeQz2u5iIn0MGOGFyOp2T/oERBGHG5yaK1tZWvzE6nU4vAK/T6Qx4vtls9vb09CTUhzAUoY47Gd/Dnp4er8Vi8Ts21T+mXm9yvYcT/3ik2udx4v2l4ucxUACQSp/HifeXKp/HYL+Lifo5ZA5OmGw2G7Rard8xrVarTitGem6i0Ol02Lt3r/pYlmUAmHQf4wmCkDBTxOEIZdzJ+B4CQGlpqfq11Wr1exxIsr6H/DxOlqzvJT+PH0jE9zDY72Kifg6ZgxMm5U2dyOVyzejcRDL+w9fY2Aij0Tjlh02WZVitVgC+NdmqqiqIohiLYc5IqONOxvdw/HslyzJcLlfQ9yRZ30OAn8eJkvW95OcRfuck6ns41e9ion4OGeBEyVRv2kzPjSflgzYxYW688clhoiiipKQETqczRiOM3EzHnSzvYU1NDUwmU9BzkvU9DIafx+R6L/l5/EAyvIeh/C4q54VzzWjjElWYBEGYFGm6XK6A/0cVzrmJqKamBs3NzUHHK0mS+rWSET/+WKIKddzJ/B7KsgybzTbtWJP1PQT4eZwoWd9Lfh4/kAzv4cTfxUT9HDLACZNS6jeRXq+f0bmJpr6+HjU1NRBFEbIsB4yuHQ4HiouLJx0Plh+QCMIZdzK/h4cPHw6pJDUZ30MFP48fSNb3kp/HDyTDexjodzFRP4cMcMI0cS1UkiTo9Xr1F9fhcKjR9nTnJiqr1QqdTqf+Ajc1NU15f+OnW202G0pLSxP+/qYbdyq8h4DvPgL9w5js7+H4P+6p+HmcGLyk4udx4nuYap/HqQLQZP88TvW7mKifQ262GQFJkmA2m2EwGGC321FbW6u+OWVlZTAYDKiurp723EQkSRLWrl3rd0wQBPT09ACYfH9K4ydBEOB0OqddX04Uwcad7O+hor6+Hk6nE2az2e94Mr6HNpsNzc3NqK+vR3V1NQwGg5rwmAqfx6nuL5U+j8Hew1T4PAa7PyD5P4/T/S4m4ueQAQ4RERGlHC5RERERUcphgENEREQphwEOERERpRwGOERERJRyGOAQERFRymGAQ0RERCmHAQ4RERGlHAY4RJT0bDYbioqK0NDQEO+hEFGCYIBDREnPaDROuccNEc1NDHCIKCXk5eXFewhElEAY4BAREVHKYYBDRClDlmXYbDY0NDSgrKws3sMhojhigENEKcNut8NoNKKyshKyLMPhcMR7SEQUJwxwiChlGAwG9WtBEOByueI4GiKKJwY4RERElHIY4BAREVHKyYj3AIiIZsrhcKCxsRGAryeOJElwOBwwm80QRRGiKMZ5hEQUaxqv1+uN9yCIiIiIoolLVERERJRyGOAQERFRymGAQ0RERCmHAQ4RERGlHAY4RERElHIY4BAREVHKYYBDREREKYcBDhEREaUcBjhERESUchjgEBERUcphgENEREQp5/8HbDPnAeIoo0sAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Condensate momenta:\n",
      "[-1.05693059e-07  4.91752616e-03  9.83135911e-03  1.47393595e-02\n",
      "  1.96365110e-02  2.45200238e-02  2.93855529e-02  3.42313412e-02\n",
      "  3.90532612e-02  4.38501905e-02  4.86161498e-02  5.33506820e-02\n",
      "  5.80511056e-02  6.27156802e-02  6.73390480e-02  7.19280495e-02\n",
      "  7.64752212e-02  8.09823774e-02  8.54493540e-02  8.98743803e-02\n",
      "  9.42656413e-02  9.86215256e-02  1.02947347e-01  1.07241087e-01\n",
      "  1.11507654e-01  1.15752334e-01  1.19978128e-01  1.24187549e-01\n",
      "  1.28384994e-01  1.32572218e-01  1.36754287e-01  1.40925944e-01\n",
      "  1.45092717e-01  1.49251989e-01  1.53403264e-01  1.57545940e-01\n",
      "  1.61673585e-01  1.65783620e-01  1.69875288e-01  1.73939238e-01\n",
      "  1.77974788e-01  1.81976401e-01  1.85939652e-01  1.89861219e-01\n",
      "  1.93738586e-01  1.97570019e-01  2.01347909e-01  2.05073326e-01\n",
      "  2.08741404e-01  2.12347606e-01  2.15896270e-01  2.19376521e-01\n",
      "  2.22788828e-01  2.26137964e-01  2.29412192e-01  2.32624273e-01\n",
      "  2.35774870e-01  2.38872531e-01  2.41919893e-01  2.44929973e-01\n",
      "  2.47908356e-01  2.50864870e-01  2.53815518e-01  2.56772624e-01\n",
      "  2.59744228e-01  2.62741926e-01  2.65769822e-01  2.68832827e-01\n",
      "  2.71931890e-01  2.75069585e-01  2.78236525e-01  2.81421508e-01\n",
      "  2.84612439e-01  2.87793798e-01  2.90940875e-01  2.94030946e-01\n",
      "  2.97043416e-01  2.99949258e-01  3.02725683e-01  3.05355360e-01\n",
      "  3.07817655e-01  3.10127197e-01  3.12256468e-01  3.14221462e-01\n",
      "  3.16042544e-01  3.17742370e-01  3.19344070e-01  3.20888715e-01\n",
      "  3.22409006e-01  3.23941954e-01  3.25511061e-01  3.27141787e-01\n",
      "  3.28860424e-01  3.30672977e-01  3.32584797e-01  3.34600784e-01\n",
      "  3.36707276e-01  3.38899839e-01  3.41163096e-01  3.43479604e-01\n",
      "  3.45833823e-01]\n"
     ]
    }
   ],
   "source": [
    "## Load the data of q0(h) at 0.90Tc (detail)\n",
    "\n",
    "import scipy.io\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Initialize lists to store x and diode efficiency values\n",
    "x_values = []\n",
    "condensate_momenta = []\n",
    "\n",
    "# Define the range of x (floating-point steps)\n",
    "x_start = 0.0\n",
    "x_end = 20.0  # Adjust as needed\n",
    "# x_step = 0.1\n",
    "x_step = 0.2  # Increment by 0.2\n",
    "\n",
    "# Generate x values (0.0, 0.2, 0.4, ..., 4.0)\n",
    "x_range = np.arange(x_start, x_end + x_step, x_step)  # +x_step to include x_end\n",
    "\n",
    "for x in x_range:\n",
    "    # Construct filename (e.g., \"h0.0_T.90.mat\", \"h0.2_T.90.mat\", ...)\n",
    "    filename = f\"h{x:.1f}_T.900.mat\"  # :.1f ensures 1 decimal place\n",
    "    \n",
    "    try:\n",
    "        # Load the .mat file\n",
    "        mat_data = scipy.io.loadmat(filename)\n",
    "        \n",
    "        # Extract 'diodeefficiency' (assuming it's a scalar or 1x1 array)\n",
    "        momentum = mat_data['q0'].item()  # .item() extracts scalar\n",
    "        \n",
    "        # Append to lists\n",
    "        x_values.append(x)\n",
    "        condensate_momenta.append(momentum)\n",
    "    except FileNotFoundError:\n",
    "        print(f\"File {filename} not found. Skipping...\")\n",
    "    except KeyError:\n",
    "        print(f\"'q0' not found in {filename}.\")\n",
    "\n",
    "# Convert to numpy arrays (optional)\n",
    "x_values = np.array(x_values)\n",
    "condensate_momenta = np.array(condensate_momenta)\n",
    "\n",
    "# Plot\n",
    "# plt.scatter(x_values, diode_efficiencies, label='Diode Efficiency')\n",
    "plt.plot(x_values, condensate_momenta, '-+', label='Condensate momentum')\n",
    "plt.xlabel('h')\n",
    "plt.ylabel(r'Condensate momentum $q_0$')\n",
    "plt.title('q0 vs h')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "# Print the efficiencies (optional)\n",
    "print(\"Condensate momenta:\")\n",
    "print(condensate_momenta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4cae863f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Generate eta(h<0), q0(h<0) and complete the plot\n",
    "\n",
    "# generate negative values\n",
    "x_neg = -np.flip(x_values[1:])  # Skip x=0 to avoid duplication\n",
    "diode_efficiencies_neg = -np.flip(diode_efficiencies[1:])\n",
    "\n",
    "# Glue the negative and positive values\n",
    "x_extended = np.concatenate([x_neg, x_values])\n",
    "diode_efficiencies_extended = np.concatenate([diode_efficiencies_neg, diode_efficiencies])\n",
    "\n",
    "# generate negative values\n",
    "x_neg = -np.flip(x_values[1:])  # Skip x=0 to avoid duplication\n",
    "condensate_momenta_neg = -np.flip(condensate_momenta[1:])\n",
    "\n",
    "# Glue the negative and positive values\n",
    "x_extended = np.concatenate([x_neg, x_values])\n",
    "condensate_momenta_extended = np.concatenate([condensate_momenta_neg, condensate_momenta])\n",
    "\n",
    "# # Plot the full data\n",
    "# plt.figure(figsize=(10, 8))\n",
    "# plt.plot(x_extended, condensate_momenta_extended,  label='Condensate momentum', markersize=3)\n",
    "# plt.scatter(x_extended, condensate_momenta_extended,c='none',edgecolor='green', alpha=0.5)\n",
    "# plt.xlabel('$h/E_u$',fontsize=20)\n",
    "# plt.ylabel(r'Condensate Momentum $q_0 l_u$',fontsize=20)\n",
    "# #plt.title('Diode Efficiency vs h')\n",
    "# # plt.legend()\n",
    "# plt.show()\n",
    "\n",
    "# # Print the efficiencies (optional)\n",
    "# print(\"condensate momenta:\")\n",
    "# print(condensate_momenta)\n",
    "\n",
    "# # Plot the full data\n",
    "# plt.figure(figsize=(16, 6))\n",
    "# plt.plot(x_extended, diode_efficiencies_extended, '-o', label='Diode Efficiency', markersize=3)\n",
    "# plt.xlabel('$h/E_u$',fontsize=20)\n",
    "# plt.ylabel(r'Diode Efficiency $\\eta$',fontsize=20)\n",
    "# #plt.title('Diode Efficiency vs h')\n",
    "# # plt.legend()\n",
    "# plt.show()\n",
    "\n",
    "# # Print the efficiencies (optional)\n",
    "# print(\"Diode Efficiencies:\")\n",
    "# print(diode_efficiencies)\n",
    "\n",
    "fig, ax1 = plt.subplots(figsize=(10,8))\n",
    "ax1.plot(x_extended, condensate_momenta_extended,  label=r'$q_0l_u$', markersize=3, color='blue')\n",
    "ax1.scatter(x_extended, condensate_momenta_extended,c='none',edgecolor='blue', alpha=0.8)\n",
    "ax1.set_ylabel(r'Condensate momentum $q_0l_u$',fontsize=32)\n",
    "plt.xticks(np.linspace(-20,20,6),fontsize=22)\n",
    "plt.yticks(np.linspace(-0.3,0.3,6),fontsize=22)\n",
    "ax1.legend(loc='upper left', bbox_to_anchor=(0.25, 1.12), ncol=2, fontsize=22)\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(x_extended, 100*diode_efficiencies_extended, label=r'$\\eta$', markersize=3, color='orange')\n",
    "ax2.scatter(x_extended, 100*diode_efficiencies_extended,c='none',edgecolor='orange', alpha=0.8)\n",
    "ax2.set_ylabel(r'Diode Efficiency $\\eta(\\%)$',fontsize=32)\n",
    "ax2.axhline(y=0, color='red', linestyle='--', linewidth=2, alpha=0.5, label=r'$\\eta=0$')\n",
    "# 然后需要在ax2.legend()中添加这个标签\n",
    "plt.yticks(np.linspace(-2,2,6),fontsize=22)\n",
    "ax2.legend(loc='upper right', bbox_to_anchor=(0.95, 1.12), ncol=2, fontsize=22)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9d5680dd-fc10-40eb-8236-ea82807ce4e6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Full q0(h) plot\n",
    "\n",
    "# # generate negative values\n",
    "# x_neg = -np.flip(x_values[1:])  # Skip x=0 to avoid duplication\n",
    "# condensate_momenta_neg = -np.flip(condensate_momenta[1:])\n",
    "\n",
    "# # Glue the negative and positive values\n",
    "# x_extended = np.concatenate([x_neg, x_values])\n",
    "# condensate_momenta_extended = np.concatenate([condensate_momenta_neg, condensate_momenta])\n",
    "\n",
    "# # Plot the full data\n",
    "# plt.figure(figsize=(10, 8))\n",
    "# plt.plot(x_extended, condensate_momenta_extended,  label='Condensate momentum', markersize=3)\n",
    "# plt.scatter(x_extended, condensate_momenta_extended,c='none',edgecolor='green', alpha=0.8)\n",
    "# plt.xticks(np.linspace(-20,20,6),fontsize=22)\n",
    "# plt.yticks(np.linspace(-0.3,0.3,6),fontsize=22)\n",
    "# plt.xlabel('$h/E_u$',fontsize=20)\n",
    "# plt.ylabel(r'Condensate Momentum $q_0 l_u$',fontsize=32)\n",
    "# #plt.title('Diode Efficiency vs h')\n",
    "# # plt.legend()\n",
    "# plt.show()\n",
    "\n",
    "# # Print the efficiencies (optional)\n",
    "# print(\"condensate momenta:\")\n",
    "# print(condensate_momenta)\n",
    "\n",
    "\n",
    "fig, ax1 = plt.subplots(figsize=(9,8))\n",
    "ax1.plot(x_extended, condensate_momenta_extended,  label=r'$q_0l_u$', markersize=3, color='blue')\n",
    "ax1.scatter(x_extended, condensate_momenta_extended,s=100 ,c='none',edgecolor='blue', alpha=0.8)\n",
    "\n",
    "# Add a special point at x=3\n",
    "x_point = 3\n",
    "# Find the corresponding y value (you may need to calculate or interpolate this)\n",
    "y_point = condensate_momenta_extended[np.where(x_extended == x_point)[0][0]]  # Assuming x=3 exists in your data\n",
    "ax1.scatter(x_point, y_point, s=50, c='red', edgecolor='black', zorder=5)\n",
    "\n",
    "# Add vertical dashed line at x=3\n",
    "# ax1.axvline(x=x_point, color='green', linestyle='--', linewidth=2, alpha=0.7)\n",
    "\n",
    "# Add horizontal dashed line at y=y_point\n",
    "# ax1.axhline(y=y_point, color='purple', linestyle='--', linewidth=2, alpha=0.7)\n",
    "\n",
    "ax1.yaxis.set_label_position(\"right\")\n",
    "ax1.yaxis.tick_right()\n",
    "ax1.set_xlabel(r'$h/E_u$',fontsize=32)\n",
    "ax1.set_ylabel(r'$q_0l_u$',fontsize=32)\n",
    "plt.xticks(np.linspace(-20,20,6),fontsize=32)\n",
    "plt.yticks(np.linspace(-0.3,0.3,6),fontsize=32)\n",
    "ax1.axhline(y=0, color='red', linestyle='--', linewidth=2, alpha=0.5, label=r'$q_0=0$')\n",
    "ax1.legend(loc='upper left', bbox_to_anchor=(0.04, 1.17), ncol=2, fontsize=32)\n",
    "# ax2 = ax1.twinx()\n",
    "# ax2.plot(x_extended, 100*diode_efficiencies_extended, label=r'$\\eta$', markersize=3, color='orange')\n",
    "# ax2.scatter(x_extended, 100*diode_efficiencies_extended,c='none',edgecolor='orange', alpha=0.8)\n",
    "# ax2.set_ylabel(r'Diode Efficiency $\\eta(\\%)$',fontsize=32)\n",
    "# ax2.axhline(y=0, color='red', linestyle='--', linewidth=2, alpha=0.5, label=r'$\\eta=0$')\n",
    "# 然后需要在ax2.legend()中添加这个标签\n",
    "# plt.yticks(np.linspace(-2,2,6),fontsize=22)\n",
    "# ax2.legend(loc='upper right', bbox_to_anchor=(0.95, 1.12), ncol=2, fontsize=32)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "850b6825-8769-4284-8a01-9a5a06276e7b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Full eta(h) plot\n",
    "\n",
    "# # Plot the full data\n",
    "# plt.figure(figsize=(10, 8))\n",
    "# plt.plot(x_extended, 100*diode_efficiencies_extended, label='Diode efficiency', color='gray')\n",
    "# plt.scatter(x_extended, 100*diode_efficiencies_extended,c='none',edgecolor='blue', alpha=0.8)\n",
    "# plt.xlabel('$h/E_u$',fontsize=32)\n",
    "# plt.ylabel(r'Diode efficiency $\\eta$(\\%)',fontsize=32)\n",
    "# plt.xticks(np.linspace(-20,20,6),fontsize=22)\n",
    "# plt.yticks(np.linspace(-2,2,6),fontsize=22)\n",
    "# #plt.title('Diode Efficiency vs h')\n",
    "# # plt.legend()\n",
    "# plt.show()\n",
    "\n",
    "# # Print the efficiencies (optional)\n",
    "# print(\"diode efficiency:\")\n",
    "# print(diode_efficiencies_extended)\n",
    "\n",
    "\n",
    "fig, ax2 = plt.subplots(figsize=(10,8))\n",
    "# ax1.plot(x_extended, condensate_momenta_extended,  label=r'$q_0l_u$', markersize=3, color='blue')\n",
    "# ax1.scatter(x_extended, condensate_momenta_extended,c='none',edgecolor='blue', alpha=0.8)\n",
    "# ax1.set_ylabel(r'Condensate momentum $q_0l_u$',fontsize=32)\n",
    "# plt.xticks(np.linspace(-20,20,6),fontsize=22)\n",
    "# plt.yticks(np.linspace(-0.3,0.3,6),fontsize=22)\n",
    "# ax1.axhline(y=0, color='red', linestyle='--', linewidth=2, alpha=0.5, label=r'$q_0=0$')\n",
    "# ax1.legend(loc='upper left', bbox_to_anchor=(0.25, 1.12), ncol=2, fontsize=22)\n",
    "ax2.plot(x_extended, 100*diode_efficiencies_extended, label=r'$\\eta$', markersize=3, color='gray')\n",
    "ax2.scatter(x_extended, 100*diode_efficiencies_extended ,s=50 ,c='none',edgecolor='blue', alpha=0.8)\n",
    "ax2.set_xlabel(r'$h/E_u$',fontsize=32)\n",
    "ax2.set_ylabel(r'Diode Efficiency $\\eta(\\%)$',fontsize=32)\n",
    "ax2.axhline(y=0, color='red', linestyle='--', linewidth=2, alpha=0.5, label=r'$\\eta=0$')\n",
    "plt.xticks(np.linspace(-20,20,6),fontsize=32)\n",
    "plt.yticks(np.linspace(-2,2,6),fontsize=32)\n",
    "ax2.legend(loc='upper right', bbox_to_anchor=(0.84, 1.17), ncol=2, fontsize=32)\n",
    "plt.show()\n",
    "\n",
    "# ============================\n",
    "# Fourier transform and plot\n",
    "# ============================\n",
    "\n",
    "# Extract the y-data\n",
    "y_data = 100 * diode_efficiencies_extended\n",
    "\n",
    "# Compute FFT\n",
    "Y_fft = np.fft.fft(y_data)\n",
    "freqs = np.fft.fftfreq(len(y_data), d=(x_extended[1] - x_extended[0]))  # d = spacing in x\n",
    "\n",
    "# Only take the positive-frequency part for plotting\n",
    "pos_mask = freqs >= 0\n",
    "freqs_pos = freqs[pos_mask]\n",
    "Y_fft_pos = np.abs(Y_fft[pos_mask])\n",
    "\n",
    "# Plot the Fourier spectrum\n",
    "fig_fft, ax_fft = plt.subplots(figsize=(10, 8))\n",
    "ax_fft.plot(freqs_pos, Y_fft_pos, lw=2)\n",
    "ax_fft.set_xlabel(\"Fourier frequency (1 / $h/E_u$)\", fontsize=32)\n",
    "ax_fft.set_ylabel(\"Amplitude\", fontsize=32)\n",
    "ax_fft.set_title(\"Fourier Spectrum of Diode Efficiency\", fontsize=32)\n",
    "plt.xticks(fontsize=24)\n",
    "plt.yticks(fontsize=24)\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a910d367-311e-4dbf-b747-9d915ad3aa69",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File h3.0_T.1000.mat not found. Skipping...\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Diode Efficiencies:\n",
      "[ 0.01839398  0.02114355  0.0227549   0.02394749  0.02437062  0.02429119\n",
      "  0.02350156  0.02200964  0.01998366  0.01736369  0.0144983   0.01143965\n",
      "  0.00851069  0.00572138  0.00333016  0.00126479 -0.00033671 -0.0015701\n",
      " -0.00239637 -0.00239066]\n"
     ]
    }
   ],
   "source": [
    "## Load and plot the data of eta(T) at h=3.0 (detail)\n",
    "\n",
    "# Initialize lists to store x and diode efficiency values\n",
    "T_values = []\n",
    "diode_efficiencies = []\n",
    "\n",
    "# Define the range of T (floating-point steps)\n",
    "T_start = 900\n",
    "T_end = 1000  # Adjust as needed\n",
    "T_step = 5  # Increment by 0.2\n",
    "\n",
    "# Generate T values (0.900, 0.905, 0.910, ..., 0.995)\n",
    "T_range = np.arange(T_start, T_end + T_step, T_step)  # +T_step to include T_end\n",
    "\n",
    "for t in T_range:\n",
    "    # Construct filename (e.g., \"h3.0_T.900.mat\", \"h3.0_T.905.mat\", ...)\n",
    "    filename = f\"h3.0_T.{t}.mat\"  # :.1f ensures 1 decimal place\n",
    "    \n",
    "    try:\n",
    "        # Load the .mat file\n",
    "        mat_data = scipy.io.loadmat(filename)\n",
    "        \n",
    "        # Extract 'diodeefficiency' (assuming it's a scalar or 1x1 array)\n",
    "        efficiency = mat_data['diodeefficiency'].item()  # .item() extracts scalar\n",
    "        \n",
    "        # Append to lists\n",
    "        T_values.append(t)\n",
    "        diode_efficiencies.append(efficiency)\n",
    "    except FileNotFoundError:\n",
    "        print(f\"File {filename} not found. Skipping...\")\n",
    "    except KeyError:\n",
    "        print(f\"'diodeefficiency' not found in {filename}.\")\n",
    "\n",
    "# Convert to numpy arrays (optional)\n",
    "T_values = np.array(T_values)\n",
    "diode_efficiencies = np.array(diode_efficiencies)\n",
    "\n",
    "# Plot\n",
    "plt.plot(T_values, diode_efficiencies, '-o', label='Diode Efficiency')\n",
    "plt.xlabel(r'$T/T_c$')\n",
    "plt.ylabel(r'Diode Efficiency $\\eta$')\n",
    "# plt.title(r'Diode Efficiency vs $T$')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.figure(figsize=(10, 8))\n",
    "plt.plot(T_values/1000, 100*diode_efficiencies, label='Diode efficiency', color='blue')\n",
    "plt.scatter(T_values/1000, 100*diode_efficiencies, c='none', edgecolor='blue', alpha=0.5)\n",
    "plt.xlabel('$T/T_c$',fontsize=32)\n",
    "plt.ylabel(r'Diode efficiency $\\eta$(\\%)',fontsize=32)\n",
    "plt.xticks(np.linspace(0.90,1.00,6),fontsize=22)\n",
    "plt.yticks(np.linspace(0,2.5,6),fontsize=22)\n",
    "#plt.title('Diode Efficiency vs h')\n",
    "# plt.legend()\n",
    "plt.show()\n",
    "\n",
    "# Print the efficiencies (optional)\n",
    "print(\"Diode Efficiencies:\")\n",
    "print(diode_efficiencies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0e6299d6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ## Load the data of eta(h) at 0.90Tc (Fermi energies -20 from benchmark)\n",
    "\n",
    "# import scipy.io\n",
    "# import numpy as np\n",
    "# import matplotlib.pyplot as plt\n",
    "\n",
    "# # Initialize lists to store x and diode efficiency values\n",
    "# x_values = []\n",
    "# diode_efficiencies = []\n",
    "\n",
    "# # Define the range of x (floating-point steps)\n",
    "# x_start = 0.0\n",
    "# x_end = 8.0  # Adjust as needed\n",
    "# x_step = 0.2  # Increment by 0.2\n",
    "\n",
    "# # Generate x values (0.0, 0.2, 0.4, ..., 4.0)\n",
    "# x_range = np.arange(x_start, x_end + x_step, x_step)  # +x_step to include x_end\n",
    "\n",
    "# for x in x_range:\n",
    "#     # Construct filename (e.g., \"h0.0_T.90.mat\", \"h0.2_T.90.mat\", ...)\n",
    "#     filename = f\"mu-20h{x:.1f}_T.900.mat\"  # :.1f ensures 1 decimal place\n",
    "    \n",
    "#     try:\n",
    "#         # Load the .mat file\n",
    "#         mat_data = scipy.io.loadmat(filename)\n",
    "        \n",
    "#         # Extract 'diodeefficiency' (assuming it's a scalar or 1x1 array)\n",
    "#         efficiency = mat_data['diodeefficiency'].item()  # .item() extracts scalar\n",
    "        \n",
    "#         # Append to lists\n",
    "#         x_values.append(x)\n",
    "#         diode_efficiencies.append(efficiency)\n",
    "#     except FileNotFoundError:\n",
    "#         print(f\"File {filename} not found. Skipping...\")\n",
    "#     except KeyError:\n",
    "#         print(f\"'diodeefficiency' not found in {filename}.\")\n",
    "\n",
    "# # Convert to numpy arrays (optional)\n",
    "# x_values = np.array(x_values)\n",
    "# diode_efficiencies = np.array(diode_efficiencies)\n",
    "\n",
    "# # Plot\n",
    "# plt.plot(x_values, diode_efficiencies, '-o', label='Diode Efficiency')\n",
    "# plt.xlabel('h')\n",
    "# plt.ylabel(r'Diode Efficiency $\\eta$')\n",
    "# plt.title('Diode Efficiency vs h')\n",
    "# plt.legend()\n",
    "# plt.show()\n",
    "\n",
    "# # Print the efficiencies (optional)\n",
    "# print(\"Diode Efficiencies:\")\n",
    "# print(diode_efficiencies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "27f0fbb6",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
